Title :
Spiking and Blocking Events Detection and Analysis in Volleyball Videos
Author :
Chun-Chieh Hsu ; Hua-Tsung Chen ; Chien-Li Chou ; Suh-Yin Lee
Author_Institution :
Dept. of Comput. Sci., Nat. Chiao Tung Univ., Hsinchu, Taiwan
Abstract :
In volleyball matches, spiking is the most effective way to gain points, while blocking is the action to prevent the opponents from getting scores by spiking. In this paper, we propose an intelligent system for automatic spiking events detection and blocking pattern classification in real volleyball videos. First, the entire videos are segmented into clips of rallies by whistle detection. Then, we find the court region based on proper camera calibration, and detect the location of the net for judging the positions of spiking and blocking. Via analyzing the changes of moving pixels along the net, we make a bounding box around the blocking location, so as to classify the blocking patterns into two main categories based on the width of bounding box. Finally, two important tactic patterns, delayed spiking and alternate position spiking, are recognized. With the information of spiking events and blocking locations, we can collect the statistical data and make tactics inference easily. To the best of our knowledge, no previous work is focused on spiking or blocking event detection. The experimental results on the videos recorded by a university volleyball team are promising and demonstrate the effectiveness of our proposed scheme.
Keywords :
data acquisition; image classification; image segmentation; inference mechanisms; object detection; sport; statistical analysis; video cameras; video recording; video signal processing; video surveillance; alternate position spiking recognition; automatic spiking event detection; blocking event detection; blocking pattern classification; bounding box; camera calibration; delayed spiking recognition; intelligent system; statistical data collection; tactic pattern; tactics inference; video recording; video segmentation; volleyball match video analysis; whistle detection; Accuracy; Calibration; Cameras; Event detection; Pattern classification; Trajectory; Videos; event detection; image processing; sports video analysis; tactic analysis; volleyball video;
Conference_Titel :
Multimedia and Expo (ICME), 2012 IEEE International Conference on
Conference_Location :
Melbourne, VIC
Print_ISBN :
978-1-4673-1659-0
DOI :
10.1109/ICME.2012.174